AI ADVANCE COURSE (OFFLINE)

ADVANCED COURSE DURATION- 90 DAYS – OFF LINE (LIVE CLASSES)

Deep Dive AI

Understanding the algorithms (especially the math)

Implement the algorithms

– KNN

– SVM, Kernel Methods

– Decision Trees, bagging and boosting

Introduction to Neural Networks

Overview

-Pytorch overview

-Implementation using libraries

-Loss Functions, optimization choices

-Applications to classification

Advanced Neural Networks

-The math of Neural Networks

-Optimization

-Implementation from scratch

-Visualization

Neural Networks Spectrum

-Autoencoders

-CNNs

-RNNs

-LSTMs

Pretrained networks

-Applications

ML Capstone

-Project based learning

GANs

LLMs